ECG Classification on CSN
96.46Macro AUCMERIT
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| MERITEvaluation Protocol=Linear Probing2026.05 | 96.46 | — | — | — | 55.55 | 97.82 | |
| STMEMEvaluation Protocol=Linear Probing2026.05 | 95.35 | — | — | — | 52.83 | 97.52 | |
| D-BETAEvaluation Protocol=Linear Probing2026.05 | 95.16 | — | — | — | 52.13 | 97.49 | |
| ECG-ScanTraining Size=100%, Input Modality=Image2026.04 | 94.2 | — | — | — | — | — | |
| ECG-ChatEvaluation Protocol=Linear Probing2026.05 | 93.83 | — | — | — | 50.42 | 97.15 | |
| MERLEvaluation Protocol=Linear Probing2026.05 | 91.32 | — | — | — | 43.95 | 95.79 | |
| MERITSource Domain=CPSC2026.05 | 90.36 | — | — | — | — | — | |
| D-BETASource Domain=CPSC2026.05 | 90.26 | — | — | — | — | — | |
| ECG-ChatSource Domain=PTBXL-Super2026.05 | 89.82 | — | — | — | — | — | |
| ECG-FMEvaluation Protocol=Linear Probing2026.05 | 88.7 | — | — | — | 41.33 | 96.26 | |
| ECG-ChatSource Domain=CPSC2026.05 | 88.6 | — | — | — | — | — | |
| MERITSource Domain=PTBXL-Super2026.05 | 88.52 | — | — | — | — | — | |
| STMEMSource Domain=CPSC2026.05 | 88.44 | — | — | — | — | — | |
| ECG-ScanTraining Size=10%, Input Modality=Image2026.04 | 88 | — | — | — | — | — | |
| D-BETASource Domain=PTBXL-Super2026.05 | 87.55 | — | — | — | — | — | |
| MERLSource Domain=PTBXL-Super2026.05 | 87.44 | — | — | — | — | — | |
| QoQEvaluation Protocol=Linear Probing2026.05 | 85.41 | — | — | — | 35.14 | 93.04 | |
| STMEMSource Domain=PTBXL-Super2026.05 | 84.68 | — | — | — | — | — | |
| LVCGLabel Fraction=100%, Evaluation Protocol=Linear Probing2026.05 | 84.14 | — | — | — | — | — | |
| MERLSource Domain=CPSC2026.05 | 83.65 | — | — | — | — | — | |
| QoQ EncoderSource Domain=PTBXL-Super2026.05 | 82.69 | — | — | — | — | — | |
| HeartLangLabel Fraction=100%, Evaluation Protocol=Linear Probing2026.05 | 82.49 | — | — | — | — | — | |
| ECG-FMSource Domain=CPSC2026.05 | 81.57 | — | — | — | — | — | |
| ECG-FMSource Domain=PTBXL-Super2026.05 | 80.82 | — | — | — | — | — | |
| MELPECG Input=10s Signal, Evaluation Protocol=Zero-shot2026.04 | 77.6 | — | — | — | — | — | |
| ESIEvaluation Protocol=Linear Probing2026.05 | 77.01 | — | — | — | 29.68 | 85.28 | |
| QoQ EncoderSource Domain=CPSC2026.05 | 76.87 | — | — | — | — | — | |
| D-BETAECG Input=10s Signal, Evaluation Protocol=Zero-shot2026.04 | 76.3 | — | — | — | — | — | |
| CG-DMERZero-shot=true2026.02 | 75.59 | — | — | — | — | — | |
| LVCGLabel Fraction=10%, Evaluation Protocol=Linear Probing2026.05 | 75.17 | — | — | — | — | — | |
| C-MELTZero-shot=true2026.02 | 74.43 | — | — | — | — | — | |
| MERL (ResNet)Zero-shot=true2026.02 | 74.4 | — | — | — | — | — | |
| MERLECG Input=10s Signal, Evaluation Protocol=Zero-shot2026.04 | 74.4 | — | — | — | — | — | |
| SimCLRTraining Size=100%, Input Modality=10s Signal2026.04 | 73.2 | — | — | — | — | — | |
| SimCLRLabel Fraction=100%, Evaluation Protocol=Linear Probing2026.05 | 73.2 | — | — | — | — | — | |
| MERL (Vit)Zero-shot=true2026.02 | 72.37 | — | — | — | — | — | |
| ECG-ScanECG Input=Image, Evaluation Protocol=Zero-shot2026.04 | 71.1 | — | — | — | — | — | |
| ECG-ScanTraining Size=1%, Input Modality=Image2026.04 | 70 | — | — | — | — | — | |
| ESISource Domain=PTBXL-Super2026.05 | 69.77 | — | — | — | — | — | |
| HeartLangLabel Fraction=10%, Evaluation Protocol=Linear Probing2026.05 | 68.93 | — | — | — | — | — | |
| SimCLRTraining Size=10%, Input Modality=10s Signal2026.04 | 67.3 | — | — | — | — | — | |
| SimCLRLabel Fraction=10%, Evaluation Protocol=Linear Probing2026.05 | 67.26 | — | — | — | — | — | |
| nnU-Net + D-BETAECG Input=Image, Evaluation Protocol=Zero-shot2026.04 | 66.5 | — | — | — | — | — | |
| DIP + D-BETAECG Input=Image, Evaluation Protocol=Zero-shot2026.04 | 66.3 | — | — | — | — | — | |
| Open-Digitizer + D-BETAECG Input=Image, Evaluation Protocol=Zero-shot2026.04 | 64.4 | — | — | — | — | — | |
| LVCGLabel Fraction=1%, Evaluation Protocol=Linear Probing2026.05 | 62.47 | — | — | — | — | — | |
| ESISource Domain=CPSC2026.05 | 61.84 | — | — | — | — | — | |
| ETPZero-shot=true2026.02 | 60.22 | — | — | — | — | — | |
| SimCLRLabel Fraction=1%, Evaluation Protocol=Linear Probing2026.05 | 59.02 | — | — | — | — | — | |
| SimCLRTraining Size=1%, Input Modality=10s Signal2026.04 | 59 | — | — | — | — | — | |
| HeartLangLabel Fraction=1%, Evaluation Protocol=Linear Probing2026.05 | 57.94 | — | — | — | — | — | |
| ASTCLProtocol=Linear probing2026.02 | — | 56.4 | 70.87 | 75.79 | — | — | |
| BarlowTwinsProtocol=Linear probing2026.02 | — | 60.72 | 71.64 | 77.43 | — | — | |
| BYOLProtocol=Linear probing2026.02 | — | 54.2 | 71.92 | 74.69 | — | — | |
| C-MELTProtocol=Linear probing2026.02 | — | 66.01 | 82.11 | 91.94 | — | — | |
| CG-DMERProtocol=Linear probing2026.02 | — | 70.7 | 83.21 | 93.55 | — | — | |
| CLOCSProtocol=Linear probing2026.02 | — | 54.38 | 71.93 | 76.13 | — | — | |
| CRTProtocol=Linear probing2026.02 | — | 56.21 | 73.7 | 78.8 | — | — | |
| ETPProtocol=Linear probing2026.02 | — | 62.05 | 77.3 | 84.44 | — | — | |
| MERL (ResNet)Protocol=Linear probing2026.02 | — | 66.6 | 82.74 | 87.95 | — | — | |
| MERL (ViT)Protocol=Linear probing2026.02 | — | 63.66 | 78.67 | 84.87 | — | — | |
| MoCo-v3Protocol=Linear probing2026.02 | — | 54.61 | 74.26 | 77.68 | — | — | |
| Random Init (CNN)Protocol=Linear probing2026.02 | — | 47.22 | 63.17 | 73.13 | — | — | |
| Random Init (Trans)Protocol=Linear probing2026.02 | — | 45.55 | 60.23 | 71.37 | — | — | |
| SimCLRProtocol=Linear probing2026.02 | — | 59.02 | 67.26 | 73.2 | — | — | |
| SimSiamProtocol=Linear probing2026.02 | — | 58.25 | 68.61 | 77.41 | — | — | |
| ST-MEMProtocol=Linear probing2026.02 | — | 59.77 | 66.87 | 71.36 | — | — | |
| TS-TCCProtocol=Linear probing2026.02 | — | 55.26 | 68.48 | 76.79 | — | — |